//! Data augmentation for temporal neural networks use crate::{data::TimeSeriesData, error::Result}; use serde::{Deserialize, Serialize}; /// Configuration for data augmentation #[derive(Debug, Clone, Serialize, Deserialize)] pub struct AugmentationConfig { pub noise_std: f64, pub time_warp_strength: f64, pub magnitude_warp_strength: f64, } /// Data augmentor pub struct DataAugmentor { config: AugmentationConfig, } impl DataAugmentor { pub fn new(config: AugmentationConfig) -> Self { Self { config } } pub fn augment(&self, _data: &TimeSeriesData) -> Result { // Placeholder for data augmentation // Would implement time warping, noise addition, etc. todo!("Data augmentation not yet implemented") } }